combData

Dataset statistics

Number of variables	12
Number of observations	83140
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	11902
Duplicate rows (%)	14.3%
Total size in memory	7.6 MiB
Average record size in memory	96.0 B

Variable types

Numeric	10
Categorical	2

Alerts

Dataset has 11902 (14.3%) duplicate rows	Duplicates
`avgOdds` is highly overall correlated with `catOdds` and 1 other fields	High correlation
`zscore` is highly overall correlated with `catOdds` and 1 other fields	High correlation
`catOdds` is highly overall correlated with `avgOdds` and 2 other fields	High correlation
`catOddsNUm` is highly overall correlated with `avgOdds` and 2 other fields	High correlation

Reproduction

Analysis started	2023-04-01 13:07:42.988426
Analysis finished	2023-04-01 13:07:58.228986
Duration	15.24 seconds
Software version	pandas-profiling vv3.6.3
Download configuration	config.json

avgOdds
Real number (ℝ)

Distinct	1398
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.3462099

Minimum	1.042
Maximum	7.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	1.042
5-th percentile	1.254
Q1	1.668
median	2.08
Q3	2.614
95-th percentile	4.646
Maximum	7.4
Range	6.358
Interquartile range (IQR)	0.946

Descriptive statistics

Standard deviation	1.0613052
Coefficient of variation (CV)	0.4523488
Kurtosis	4.6477419
Mean	2.3462099
Median Absolute Deviation (MAD)	0.458
Skewness	1.9806352
Sum	195063.89
Variance	1.1263688
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.08	583	0.7%
2.15	563	0.7%
2.09	545	0.7%
2.03	534	0.6%
2.06	533	0.6%
2.04	526	0.6%
2.05	521	0.6%
2.14	519	0.6%
2.16	519	0.6%
2.11	500	0.6%
Other values (1388)	77797	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.042	12	< 0.1%
1.044	6	< 0.1%
1.048	6	< 0.1%
1.05	6	< 0.1%
1.052	12	< 0.1%
1.054	12	< 0.1%
1.056	12	< 0.1%
1.058	6	< 0.1%
1.06	42	0.1%
1.062	6	< 0.1%

Value	Count	Frequency (%)
7.4	45	0.1%
7.38	2	< 0.1%
7.36	13	< 0.1%
7.35	21	< 0.1%
7.33	6	< 0.1%
7.32	6	< 0.1%
7.3	24	< 0.1%
7.25	18	< 0.1%
7.22	6	< 0.1%
7.21	8	< 0.1%

buildUpPlaySpeed
Real number (ℝ)

Distinct	56
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	53.774898

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	20
5-th percentile	34
Q1	46
median	55
Q3	64
95-th percentile	70
Maximum	80
Range	60
Interquartile range (IQR)	18

Descriptive statistics

Standard deviation	11.714186
Coefficient of variation (CV)	0.21783743
Kurtosis	-0.39697987
Mean	53.774898
Median Absolute Deviation (MAD)	9
Skewness	-0.37943638
Sum	4470845
Variance	137.22215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
65	5260	6.3%
60	4660	5.6%
50	4601	5.5%
45	4154	5.0%
70	4001	4.8%
49	3946	4.7%
48	3422	4.1%
55	3401	4.1%
64	3121	3.8%
35	2798	3.4%
Other values (46)	43776	52.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	432	0.5%
23	19	< 0.1%
24	389	0.5%
25	292	0.4%
26	245	0.3%
28	107	0.1%
29	223	0.3%
30	1684	2.0%
31	270	0.3%
32	151	0.2%

Value	Count	Frequency (%)
80	18	< 0.1%
78	279	0.3%
77	130	0.2%
76	362	0.4%
75	833	1.0%
74	134	0.2%
73	388	0.5%
72	421	0.5%
71	680	0.8%
70	4001	4.8%

buildUpPlayPassing
Real number (ℝ)

Distinct	58
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.558383

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	20
5-th percentile	30
Q1	38
median	48
Q3	55
95-th percentile	68
Maximum	80
Range	60
Interquartile range (IQR)	17

Descriptive statistics

Standard deviation	11.412091
Coefficient of variation (CV)	0.2399596
Kurtosis	-0.52154763
Mean	47.558383
Median Absolute Deviation (MAD)	8
Skewness	0.20495447
Sum	3954004
Variance	130.23582
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	7725	9.3%
35	5217	6.3%
30	4608	5.5%
40	4087	4.9%
55	3870	4.7%
52	3769	4.5%
45	3229	3.9%
48	2760	3.3%
65	2724	3.3%
38	2708	3.3%
Other values (48)	42443	51.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	150	0.2%
22	136	0.2%
23	291	0.4%
24	245	0.3%
25	152	0.2%
26	412	0.5%
27	19	< 0.1%
28	136	0.2%
29	586	0.7%
30	4608	5.5%

Value	Count	Frequency (%)
80	146	0.2%
79	38	< 0.1%
77	16	< 0.1%
75	184	0.2%
74	35	< 0.1%
73	547	0.7%
72	338	0.4%
71	100	0.1%
70	2343	2.8%
69	296	0.4%

chanceCreationPassing
Real number (ℝ)

Distinct	49
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.888393

Minimum	21
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	21
5-th percentile	34
Q1	46
median	52
Q3	62
95-th percentile	70
Maximum	80
Range	59
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.263269
Coefficient of variation (CV)	0.21296296
Kurtosis	-0.6670847
Mean	52.888393
Median Absolute Deviation (MAD)	8
Skewness	-0.11366402
Sum	4397141
Variance	126.86123
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
50	5963	7.2%
49	5420	6.5%
52	4471	5.4%
65	4188	5.0%
70	4146	5.0%
55	4123	5.0%
48	3582	4.3%
68	3418	4.1%
53	3081	3.7%
60	2802	3.4%
Other values (39)	41946	50.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
21	136	0.2%
28	304	0.4%
30	2229	2.7%
31	130	0.2%
32	400	0.5%
33	124	0.1%
34	896	1.1%
35	2632	3.2%
36	751	0.9%
37	1402	1.7%

Value	Count	Frequency (%)
80	151	0.2%
77	360	0.4%
76	145	0.2%
73	218	0.3%
72	946	1.1%
71	584	0.7%
70	4146	5.0%
69	1317	1.6%
68	3418	4.1%
67	1344	1.6%

chanceCreationCrossing
Real number (ℝ)

Distinct	55
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.390149

Minimum	20
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	20
5-th percentile	34
Q1	48
median	54
Q3	64
95-th percentile	70
Maximum	80
Range	60
Interquartile range (IQR)	16

Descriptive statistics

Standard deviation	11.507277
Coefficient of variation (CV)	0.21156913
Kurtosis	-0.40552142
Mean	54.390149
Median Absolute Deviation (MAD)	9
Skewness	-0.30082601
Sum	4521997
Variance	132.41742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
70	5153	6.2%
50	5128	6.2%
52	4896	5.9%
60	4725	5.7%
65	4667	5.6%
54	3892	4.7%
55	3227	3.9%
51	2992	3.6%
45	2765	3.3%
53	2519	3.0%
Other values (45)	43176	51.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
20	169	0.2%
23	37	< 0.1%
24	152	0.2%
25	190	0.2%
26	270	0.3%
27	37	< 0.1%
30	1220	1.5%
31	725	0.9%
33	302	0.4%
34	1946	2.3%

Value	Count	Frequency (%)
80	300	0.4%
78	446	0.5%
77	317	0.4%
76	357	0.4%
75	148	0.2%
74	166	0.2%
73	771	0.9%
72	1178	1.4%
71	378	0.5%
70	5153	6.2%

chanceCreationShooting
Real number (ℝ)

Distinct	54
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.597558

Minimum	22
Maximum	80
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	22
5-th percentile	35
Q1	49
median	54
Q3	64
95-th percentile	70
Maximum	80
Range	58
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	11.101351
Coefficient of variation (CV)	0.20333054
Kurtosis	-0.36386384
Mean	54.597558
Median Absolute Deviation (MAD)	7
Skewness	-0.22287525
Sum	4539241
Variance	123.23999
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50	7601	9.1%
70	6953	8.4%
55	5184	6.2%
52	4621	5.6%
65	4230	5.1%
53	3085	3.7%
60	2990	3.6%
64	2926	3.5%
49	2723	3.3%
56	2682	3.2%
Other values (44)	40145	48.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22	136	0.2%
23	298	0.4%
24	152	0.2%
29	259	0.3%
30	477	0.6%
31	151	0.2%
32	412	0.5%
33	129	0.2%
34	918	1.1%
35	1913	2.3%

Value	Count	Frequency (%)
80	604	0.7%
79	152	0.2%
78	131	0.2%
77	37	< 0.1%
76	134	0.2%
75	340	0.4%
73	533	0.6%
72	1090	1.3%
71	250	0.3%
70	6953	8.4%

defencePressure
Real number (ℝ)

Distinct	48
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.721301

Minimum	23
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	23
5-th percentile	30
Q1	39
median	46
Q3	54
95-th percentile	66
Maximum	72
Range	49
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.481106
Coefficient of variation (CV)	0.2243325
Kurtosis	-0.31198233
Mean	46.721301
Median Absolute Deviation (MAD)	7
Skewness	0.316323
Sum	3884409
Variance	109.85359
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=48)

Value	Count	Frequency (%)
45	7233	8.7%
35	4929	5.9%
47	4377	5.3%
50	3912	4.7%
30	3824	4.6%
70	3565	4.3%
55	3358	4.0%
43	3110	3.7%
49	3051	3.7%
40	2974	3.6%
Other values (38)	42807	51.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23	449	0.5%
24	51	0.1%
25	448	0.5%
26	307	0.4%
27	167	0.2%
28	232	0.3%
29	261	0.3%
30	3824	4.6%
31	295	0.4%
32	179	0.2%

Value	Count	Frequency (%)
72	136	0.2%
70	3565	4.3%
68	302	0.4%
67	152	0.2%
66	436	0.5%
65	1442	1.7%
64	843	1.0%
63	850	1.0%
62	252	0.3%
61	889	1.1%

defenceAggression
Real number (ℝ)

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	50.109538

Minimum	27
Maximum	72
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	27
5-th percentile	34
Q1	44
median	49
Q3	56
95-th percentile	70
Maximum	72
Range	45
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	9.7218657
Coefficient of variation (CV)	0.19401228
Kurtosis	-0.30729301
Mean	50.109538
Median Absolute Deviation (MAD)	6
Skewness	0.22565969
Sum	4166107
Variance	94.514673
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
45	8107	9.8%
55	5102	6.1%
70	4826	5.8%
50	4706	5.7%
47	4623	5.6%
44	3613	4.3%
48	3329	4.0%
60	3309	4.0%
52	2846	3.4%
40	2815	3.4%
Other values (36)	39864	47.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
27	52	0.1%
28	112	0.1%
29	16	< 0.1%
30	2537	3.1%
31	148	0.2%
32	149	0.2%
33	304	0.4%
34	1217	1.5%
35	1276	1.5%
36	16	< 0.1%

Value	Count	Frequency (%)
72	136	0.2%
71	134	0.2%
70	4826	5.8%
69	134	0.2%
68	220	0.3%
67	843	1.0%
66	425	0.5%
65	2519	3.0%
64	184	0.2%
63	811	1.0%

defenceTeamWidth
Real number (ℝ)

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.416406

Minimum	29
Maximum	73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	29
5-th percentile	35
Q1	48
median	51
Q3	58
95-th percentile	70
Maximum	73
Range	44
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	9.3075371
Coefficient of variation (CV)	0.17756916
Kurtosis	-0.21656165
Mean	52.416406
Median Absolute Deviation (MAD)	5
Skewness	-0.061253671
Sum	4357900
Variance	86.630246
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
50	9021	10.9%
65	5361	6.4%
51	4756	5.7%
55	4637	5.6%
49	4367	5.3%
70	4070	4.9%
53	3612	4.3%
52	3599	4.3%
54	3304	4.0%
45	3198	3.8%
Other values (32)	37215	44.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29	98	0.1%
30	1590	1.9%
32	170	0.2%
33	68	0.1%
34	315	0.4%
35	2319	2.8%
36	526	0.6%
37	432	0.5%
38	1000	1.2%
39	1181	1.4%

Value	Count	Frequency (%)
73	131	0.2%
70	4070	4.9%
69	444	0.5%
68	1546	1.9%
67	693	0.8%
66	568	0.7%
65	5361	6.4%
64	893	1.1%
63	571	0.7%
62	757	0.9%

zscore
Real number (ℝ)

Distinct	1398
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.49633663

Minimum	0.000552804
Maximum	2.9992498
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	649.7 KiB

Quantile statistics

Minimum	0.000552804
5-th percentile	0.044992004
Q1	0.21363089
median	0.41168702
Q3	0.65418235
95-th percentile	1.3042444
Maximum	2.9992498
Range	2.998697
Interquartile range (IQR)	0.44055146

Descriptive statistics

Standard deviation	0.43896147
Coefficient of variation (CV)	0.88440274
Kurtosis	8.3207554
Mean	0.49633663
Median Absolute Deviation (MAD)	0.21664557
Skewness	2.4574671
Sum	41265.427
Variance	0.19268717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.275052592	583	0.7%
0.231969666	563	0.7%
0.268897889	545	0.7%
0.305826111	534	0.6%
0.287362	533	0.6%
0.299671408	526	0.6%
0.293516704	521	0.6%
0.23812437	519	0.6%
0.225814962	519	0.6%
0.256588481	500	0.6%
Other values (1388)	77797	93.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000552804	26	< 0.1%
0.000678137	23	< 0.1%
0.001783745	54	0.1%
0.001909077	175	0.2%
0.004245626	165	0.2%
0.004370959	88	0.1%
0.005476567	15	< 0.1%
0.0056019	28	< 0.1%
0.006707508	30	< 0.1%
0.00683284	36	< 0.1%

Value	Count	Frequency (%)
2.999249816	45	0.1%
2.986940408	2	< 0.1%
2.974631001	13	< 0.1%
2.968476297	21	< 0.1%
2.956166889	6	< 0.1%
2.950012185	6	< 0.1%
2.937702778	24	< 0.1%
2.906929259	18	< 0.1%
2.888465148	6	< 0.1%
2.882310444	8	< 0.1%

catOdds
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	649.7 KiB

Likely win	21441
Almost Guaranteed Win	21347
Unlikely win	21117
Likley loss	19235

Length

Max length	21
Median length	12
Mean length	13.5637
Min length	10

Characters and Unicode

Total characters	1127686
Distinct characters	21
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Almost Guaranteed Win
2nd row	Almost Guaranteed Win
3rd row	Almost Guaranteed Win
4th row	Almost Guaranteed Win
5th row	Almost Guaranteed Win

Common Values

Value	Count	Frequency (%)
Likely win	21441	25.8%
Almost Guaranteed Win	21347	25.7%
Unlikely win	21117	25.4%
Likley loss	19235	23.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
win	63905	34.1%
likely	21441	11.4%
almost	21347	11.4%
guaranteed	21347	11.4%
unlikely	21117	11.3%
likley	19235	10.3%
loss	19235	10.3%

Most occurring characters

Value	Count	Frequency (%)
i	125698	11.1%
l	123492	11.0%
n	106369	9.4%
e	104487	9.3%
	104487	9.3%
k	61793	5.5%
y	61793	5.5%
s	59817	5.3%
a	42694	3.8%
t	42694	3.8%
Other values (11)	294362	26.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	897365	79.6%
Uppercase Letter	125834	11.2%
Space Separator	104487	9.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	125698	14.0%
l	123492	13.8%
n	106369	11.9%
e	104487	11.6%
k	61793	6.9%
y	61793	6.9%
s	59817	6.7%
a	42694	4.8%
t	42694	4.8%
w	42558	4.7%
Other values (5)	125970	14.0%

Uppercase Letter

Value	Count	Frequency (%)
L	40676	32.3%
W	21347	17.0%
G	21347	17.0%
A	21347	17.0%
U	21117	16.8%

Space Separator

Value	Count	Frequency (%)
	104487	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1023199	90.7%
Common	104487	9.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	125698	12.3%
l	123492	12.1%
n	106369	10.4%
e	104487	10.2%
k	61793	6.0%
y	61793	6.0%
s	59817	5.8%
a	42694	4.2%
t	42694	4.2%
w	42558	4.2%
Other values (10)	251804	24.6%

Common

Value	Count	Frequency (%)
	104487	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1127686	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	125698	11.1%
l	123492	11.0%
n	106369	9.4%
e	104487	9.3%
	104487	9.3%
k	61793	5.5%
y	61793	5.5%
s	59817	5.3%
a	42694	3.8%
t	42694	3.8%
Other values (11)	294362	26.1%

catOddsNUm
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	649.7 KiB

2	21441
1	21347
3	21117
4	19235

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	83140
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Most occurring characters

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	83140	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	83140	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	83140	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	21441	25.8%
1	21347	25.7%
3	21117	25.4%
4	19235	23.1%

Auto

Heatmap
Table

	avgOdds	buildUpPlaySpeed	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth	zscore	catOdds	catOddsNUm
avgOdds	1.000	0.038	0.182	-0.044	0.011	-0.132	-0.180	-0.059	-0.069	-0.317	0.827	0.827
buildUpPlaySpeed	0.038	1.000	0.287	0.271	0.187	0.152	-0.007	0.127	-0.070	-0.013	0.080	0.080
buildUpPlayPassing	0.182	0.287	1.000	0.190	0.238	-0.095	-0.175	0.047	-0.056	-0.095	0.122	0.122
chanceCreationPassing	-0.044	0.271	0.190	1.000	0.243	0.148	0.190	0.159	0.037	0.016	0.096	0.096
chanceCreationCrossing	0.011	0.187	0.238	0.243	1.000	0.010	0.038	0.079	0.042	-0.020	0.069	0.069
chanceCreationShooting	-0.132	0.152	-0.095	0.148	0.010	1.000	0.176	0.099	0.146	0.083	0.127	0.127
defencePressure	-0.180	-0.007	-0.175	0.190	0.038	0.176	1.000	0.256	0.383	0.093	0.129	0.129
defenceAggression	-0.059	0.127	0.047	0.159	0.079	0.099	0.256	1.000	0.055	0.038	0.067	0.067
defenceTeamWidth	-0.069	-0.070	-0.056	0.037	0.042	0.146	0.383	0.055	1.000	0.043	0.082	0.082
zscore	-0.317	-0.013	-0.095	0.016	-0.020	0.083	0.093	0.038	0.043	1.000	0.671	0.671
catOdds	0.827	0.080	0.122	0.096	0.069	0.127	0.129	0.067	0.082	0.671	1.000	1.000
catOddsNUm	0.827	0.080	0.122	0.096	0.069	0.127	0.129	0.067	0.082	0.671	1.000	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	avgOdds	buildUpPlaySpeed	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth	zscore	catOdds	catOddsNUm
0	1.276	70	45	45	70	65	40	50	40	0.769891	Almost Guaranteed Win	1
1	1.276	65	40	65	65	70	45	45	65	0.769891	Almost Guaranteed Win	1
2	1.276	46	54	46	60	55	40	50	56	0.769891	Almost Guaranteed Win	1
3	1.276	46	38	46	68	37	49	49	56	0.769891	Almost Guaranteed Win	1
4	1.276	46	54	49	72	56	42	41	56	0.769891	Almost Guaranteed Win	1
5	1.276	38	44	49	44	40	54	53	56	0.769891	Almost Guaranteed Win	1
6	1.200	70	45	45	70	65	40	50	40	0.816667	Almost Guaranteed Win	1
7	1.200	65	40	65	65	70	45	45	65	0.816667	Almost Guaranteed Win	1
8	1.200	46	54	46	60	55	40	50	56	0.816667	Almost Guaranteed Win	1
9	1.200	46	38	46	68	37	49	49	56	0.816667	Almost Guaranteed Win	1

	avgOdds	buildUpPlaySpeed	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth	zscore	catOdds	catOddsNUm
83130	2.07	48	44	53	42	53	53	39	57	0.281207	Likely win	2
83131	2.07	48	44	53	42	53	53	39	57	0.281207	Likely win	2
83132	2.07	48	44	53	42	53	53	39	57	0.281207	Likely win	2
83133	2.07	48	44	53	42	53	53	39	57	0.281207	Likely win	2
83134	3.43	30	30	45	40	70	35	45	45	0.555832	Likley loss	4
83135	3.43	54	56	67	61	59	48	56	67	0.555832	Likley loss	4
83136	3.43	48	44	53	42	53	53	39	57	0.555832	Likley loss	4
83137	3.43	48	44	53	42	53	53	39	57	0.555832	Likley loss	4
83138	3.43	48	44	53	42	53	53	39	57	0.555832	Likley loss	4
83139	3.43	48	44	53	42	53	53	39	57	0.555832	Likley loss	4

Most frequently occurring

	avgOdds	buildUpPlaySpeed	buildUpPlayPassing	chanceCreationPassing	chanceCreationCrossing	chanceCreationShooting	defencePressure	defenceAggression	defenceTeamWidth	zscore	catOdds	catOddsNUm	# duplicates
1482	1.362	49	52	49	54	67	46	47	47	0.716960	Almost Guaranteed Win	1	24
3284	1.632	64	41	49	52	64	46	44	51	0.550783	Almost Guaranteed Win	1	12
3842	1.740	64	41	49	52	64	46	44	51	0.484313	Likely win	2	12
5654	2.010	49	49	52	53	67	43	46	50	0.318136	Likely win	2	12
6041	2.040	50	44	52	60	40	37	40	45	0.299671	Likely win	2	12
6143	2.050	49	49	52	53	67	43	46	50	0.293517	Likely win	2	12
6541	2.080	49	53	52	34	36	36	45	49	0.275053	Likely win	2	12
8569	2.270	49	49	52	53	67	43	46	50	0.158113	Unlikely win	3	12
8972	2.336	64	41	49	52	64	46	44	51	0.117492	Unlikely win	3	12
21	1.060	35	32	37	31	35	61	63	65	0.902832	Almost Guaranteed Win	1	10

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring